{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上证指数和pmi的对比曲线\n",
    "pmi 是什么？ 是经济指标\n",
    "\n",
    "官方 pmi 和 财新pmi，公布时间官方pmi是每个月最后一天9:30，财新pmi是每个月第2天（一般情况）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           date      open      high       low     close       volume\n",
      "8314 2025-01-06  3209.783  3219.488  3185.463  3206.923  43097840300\n",
      "8315 2025-01-07  3203.307  3230.853  3190.461  3229.644  40966052900\n",
      "8316 2025-01-08  3218.858  3246.291  3175.725  3230.168  47286439000\n",
      "8317 2025-01-09  3220.721  3228.973  3205.910  3211.393  38294355700\n",
      "8318 2025-01-10  3211.707  3220.107  3168.524  3168.524  40366334800\n",
      "8319 2025-01-13  3148.826  3172.700  3140.978  3160.755  37274202300\n",
      "8320 2025-01-14  3165.161  3245.220  3159.432  3240.940  46921270400\n",
      "8321 2025-01-15  3234.715  3245.904  3222.236  3227.117  40472319900\n",
      "8322 2025-01-16  3239.026  3265.282  3217.097  3236.032  43065553900\n",
      "8323 2025-01-17  3226.762  3256.507  3219.773  3241.821  38359926000\n",
      "             商品         日期    今值   预测值    前值\n",
      "230  中国官方制造业PMI 2024-01-31  49.2  49.2  49.0\n",
      "231  中国官方制造业PMI 2024-03-01  49.1  49.1  49.2\n",
      "232  中国官方制造业PMI 2024-03-31  50.8  50.1  49.1\n",
      "233  中国官方制造业PMI 2024-04-30  50.4  50.3  50.8\n",
      "234  中国官方制造业PMI 2024-05-31  49.5  50.5  50.4\n",
      "235  中国官方制造业PMI 2024-06-30  49.5  49.5  49.5\n",
      "236  中国官方制造业PMI 2024-07-31  49.4  49.4  49.5\n",
      "237  中国官方制造业PMI 2024-08-31  49.1  49.5  49.4\n",
      "238  中国官方制造业PMI 2024-09-30  49.8  49.4  49.1\n",
      "239  中国官方制造业PMI 2024-10-31  50.1  49.8  49.8\n",
      "240  中国官方制造业PMI 2024-11-30  50.3  50.2  50.1\n",
      "241  中国官方制造业PMI 2024-12-31  50.1  50.3  50.3\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "# 获取上证指数的历史数据\n",
    "index_data = ak.stock_zh_index_daily(symbol=\"sh000001\")\n",
    "\n",
    "# 确保日期列为日期格式\n",
    "index_data['date'] = pd.to_datetime(index_data['date'])\n",
    "\n",
    "# 筛选最近十年的数据\n",
    "index_data = index_data[index_data['date'] >= (index_data['date'].max() - pd.DateOffset(years=1))]\n",
    "print(index_data.tail(10))\n",
    "\n",
    "# 获取官方制造业PMI数据\n",
    "pmi_data = ak.macro_china_pmi_yearly()\n",
    "pmi_data['日期'] = pd.to_datetime(pmi_data['日期'])  # 确保日期格式一致\n",
    "pmi_data = pmi_data[pmi_data['日期'] >= index_data['date'].min()]  # 筛选相同时间范围的数据\n",
    "\n",
    "# 确保 PMI 数据为浮点数类型\n",
    "pmi_data['今值'] = pd.to_numeric(pmi_data['今值'], errors='coerce')\n",
    "pmi_data = pmi_data.dropna(subset=['今值'])  # 去掉 NaN 数据\n",
    "\n",
    "# 输出 PMI 数据以便检查\n",
    "print(pmi_data)\n",
    "\n",
    "# 绘制图表\n",
    "fig, ax1 = plt.subplots(figsize=(20, 8))\n",
    "\n",
    "# 上证指数曲线 (左轴)\n",
    "ax1.plot(index_data['date'], index_data[\"close\"], label='上证指数收盘价', color='blue', linewidth=0.5, alpha=0.7)\n",
    "ax1.set_xlabel(\"日期\", fontsize=12)\n",
    "ax1.set_ylabel(\"收盘价\", fontsize=12, color='blue')\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "ax1.grid(alpha=0.3)\n",
    "\n",
    "# PMI曲线 (右轴)\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(pmi_data['日期'], pmi_data['今值'], label='PMI', color='red', linewidth=1.5, alpha=0.8)\n",
    "ax2.set_ylabel(\"PMI (%)\", fontsize=12, color='red')\n",
    "ax2.tick_params(axis='y', labelcolor='red')\n",
    "\n",
    "# 添加 50% 水平虚线\n",
    "ax2.axhline(y=50, color='gray', linestyle='--', linewidth=1, alpha=0.7, label='PMI 50% 临界线')\n",
    "\n",
    "# 调整 PMI 的刻度范围和间隔\n",
    "pmi_min = pmi_data['今值'].min()\n",
    "pmi_max = pmi_data['今值'].max()\n",
    "pmi_interval = 1  # PMI 刻度间隔为 1%\n",
    "pmi_ticks = list(range(int(pmi_min) - 1, int(pmi_max) + 2, pmi_interval))  # 左右多预留 1 单位\n",
    "ax2.set_yticks(pmi_ticks)\n",
    "ax2.set_ylim([pmi_ticks[0], pmi_ticks[-1]])\n",
    "\n",
    "# 设置 x 轴刻度间隔为 1 个月\n",
    "ax1.xaxis.set_major_locator(mdates.MonthLocator(interval=1))  # 每个月一个刻度\n",
    "ax1.xaxis.set_major_formatter(mdates.DateFormatter(\"%Y-%m\"))  # 格式化为 年-月\n",
    "ax1.tick_params(axis='x', labelrotation=-90)  # 旋转角度\n",
    "\n",
    "# 标题和图例\n",
    "fig.suptitle(\"上证指数与中国官方制造业PMI对比（最近十年）\", fontsize=16)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2.legend(loc='upper right')\n",
    "\n",
    "# 显示图表\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
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   "file_extension": ".py",
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